Overview

Dataset Statistics

Number of Variables 39
Number of Rows 3877
Missing Cells 11804
Missing Cells (%) 7.8%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 2.8 MB
Average Row Size in Memory 769.4 B
Variable Types
  • Numerical: 25
  • DateTime: 1
  • Categorical: 13

Dataset Insights

stationary (in hours) has 271 (6.99%) missing values Missing
walking (in hours) has 271 (6.99%) missing values Missing
running (in hours) has 271 (6.99%) missing values Missing
silence (in hours) has 217 (5.6%) missing values Missing
voice (in hours) has 217 (5.6%) missing values Missing
noise (in hours) has 217 (5.6%) missing values Missing
conversation_duration_in_hours has 380 (9.8%) missing values Missing
bluetooth_level has 374 (9.65%) missing values Missing
dark_duration_in_hours has 750 (19.34%) missing values Missing
phonecharge_duration_in_hours has 1160 (29.92%) missing values Missing
phonelock_duration_in_hours has 564 (14.55%) missing values Missing
wifi_level has 230 (5.93%) missing values Missing
CALLS_duration_in_minutes has 100 (2.58%) missing values Missing
dinning_time has 1222 (31.52%) missing values Missing
dinning_place has 1222 (31.52%) missing values Missing
meal has 1222 (31.52%) missing values Missing
gpa all has 954 (24.61%) missing values Missing
gpa 13s has 954 (24.61%) missing values Missing
gpa cs 65 has 954 (24.61%) missing values Missing
sms_count has 254 (6.55%) missing values Missing
bluetooth_level is skewed Skewed
wifi_level is skewed Skewed
CALLS_duration_in_minutes is skewed Skewed
gpa all is skewed Skewed
gpa 13s is skewed Skewed
piazza_views is skewed Skewed
piazza_contributions is skewed Skewed
sms_count is skewed Skewed
label_panas_PA is skewed Skewed
label_openness is skewed Skewed
label_phq_score is skewed Skewed
stationary (in hours) has a high cardinality: 579 distinct values High Cardinality
walking (in hours) has a high cardinality: 168 distinct values High Cardinality
running (in hours) has a high cardinality: 77 distinct values High Cardinality
silence (in hours) has a high cardinality: 992 distinct values High Cardinality
voice (in hours) has a high cardinality: 1209 distinct values High Cardinality
noise (in hours) has a high cardinality: 1039 distinct values High Cardinality
dinning_time has a high cardinality: 2588 distinct values High Cardinality
dinning_time has constant length 8 Constant Length
bluetooth_level has 3294 (84.96%) negatives Negatives
wifi_level has 3647 (94.07%) negatives Negatives
CALLS_duration_in_minutes has 3374 (87.03%) zeros Zeros
piazza_contributions has 621 (16.02%) zeros Zeros
label_phq_score has 369 (9.52%) zeros Zeros
  • 1
  • 2
  • 3
  • 4
  • 5

Variables


id

numerical

Approximate Distinct Count 35
Approximate Unique (%) 0.9%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 24.6505
Minimum 0
Maximum 59
Zeros 67
Zeros (%) 1.7%
Negatives 0
Negatives (%) 0.0%
  • id is skewed right (γ1 = 0.3734)

Quantile Statistics

Minimum 0
5-th Percentile 2
Q1 10
Median 23
Q3 35
95-th Percentile 53
Maximum 59
Range 59
IQR 25

Descriptive Statistics

Mean 24.6505
Standard Deviation 17.2557
Variance 297.7589
Sum 95570
Skewness 0.3734
Kurtosis -0.9842
Coefficient of Variation 0.7

date

datetime

Distinct Count 67.0343
Approximate Unique (%) 1.7%
Missing 0
Missing (%) 0.0%
Memory Size 62032
Minimum 2013-03-27 00:00:00
Maximum 2013-06-01 00:00:00

stationary (in hours)

categorical

Approximate Distinct Count 579
Approximate Unique (%) 16.1%
Missing 271
Missing (%) 7.0%
Memory Size 248613

Length

Mean 3.9443
Standard Deviation 0.5068
Median 4
Minimum 1
Maximum 5

Sample

1st row 4.45
2nd row 5.52
3rd row 5.88
4th row 3.53
5th row 5.47

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 10655

walking (in hours)

categorical

Approximate Distinct Count 168
Approximate Unique (%) 4.7%
Missing 271
Missing (%) 7.0%
Memory Size 248067
  • The largest value (0) is over 1.55 times larger than the second largest value (0.24)

Length

Mean 3.7928
Standard Deviation 0.629
Median 4
Minimum 1
Maximum 4

Sample

1st row 0.54
2nd row 0.44
3rd row 0.7
4th row 0.35
5th row 0.68

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 10210
  • The largest value (0) is over 1.55 times larger than the second largest value (024)

running (in hours)

categorical

Approximate Distinct Count 77
Approximate Unique (%) 2.1%
Missing 271
Missing (%) 7.0%
Memory Size 245952
  • The largest value (0) is over 2.67 times larger than the second largest value (0.02)

Length

Mean 3.2063
Standard Deviation 1.2923
Median 4
Minimum 1
Maximum 4

Sample

1st row 0.02
2nd row 0.38
3rd row 0.08
4th row 0.04
5th row 0.51

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 8861
  • The largest value (0) is over 2.67 times larger than the second largest value (002)

silence (in hours)

categorical

Approximate Distinct Count 992
Approximate Unique (%) 27.1%
Missing 217
Missing (%) 5.6%
Memory Size 255386

Length

Mean 4.7776
Standard Deviation 0.5241
Median 5
Minimum 1
Maximum 5

Sample

1st row 12.49
2nd row 13.42
3rd row 13.42
4th row 6.99
5th row 10.17

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 13869

voice (in hours)

categorical

Approximate Distinct Count 1209
Approximate Unique (%) 33.0%
Missing 217
Missing (%) 5.6%
Memory Size 253230
  • The largest value (0) is over 5.35 times larger than the second largest value (10.42)

Length

Mean 4.1885
Standard Deviation 0.8038
Median 4
Minimum 1
Maximum 6

Sample

1st row 11.62
2nd row 11.09
3rd row 14.33
4th row 9.21
5th row 25.24

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 11794
  • voice (in hours) contains many words: 1171 words
  • The largest value (0) is over 5.35 times larger than the second largest value (1042)

noise (in hours)

categorical

Approximate Distinct Count 1039
Approximate Unique (%) 28.4%
Missing 217
Missing (%) 5.6%
Memory Size 252602
  • The largest value (0) is over 3.88 times larger than the second largest value (0.01)

Length

Mean 4.0169
Standard Deviation 0.7268
Median 4
Minimum 1
Maximum 5

Sample

1st row 3.87
2nd row 5.31
3rd row 7.81
4th row 11.13
5th row 11.52

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 11151
  • noise (in hours) contains many words: 1016 words
  • The largest value (0) is over 3.88 times larger than the second largest value (001)

conversation_duration_in_hours

numerical

Approximate Distinct Count 923
Approximate Unique (%) 26.4%
Missing 380
Missing (%) 9.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 55952
Mean 5.5507
Minimum 0.02
Maximum 16.94
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • conversation_duration_in_hours is skewed right (γ1 = 0.3691)

Quantile Statistics

Minimum 0.02
5-th Percentile 0.7
Q1 3.17
Median 5.46
Q3 7.64
95-th Percentile 10.806
Maximum 16.94
Range 16.92
IQR 4.47

Descriptive Statistics

Mean 5.5507
Standard Deviation 3.1053
Variance 9.6426
Sum 19410.79
Skewness 0.3691
Kurtosis -0.08465
Coefficient of Variation 0.5594
  • conversation_duration_in_hours is not normally distributed (p-value 1.1197387781048846e-07)
  • conversation_duration_in_hours has 26 outliers

bluetooth_level

numerical

Approximate Distinct Count 1899
Approximate Unique (%) 54.2%
Missing 374
Missing (%) 9.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 56048
Mean 773.8803
Minimum -97.4242
Maximum 23670
Zeros 0
Zeros (%) 0.0%
Negatives 3294
Negatives (%) 85.0%
  • bluetooth_level is skewed right (γ1 = 4.7662)

Quantile Statistics

Minimum -97.4242
5-th Percentile -90.4579
Q1 -85.5376
Median -82.9135
Q3 -79.9474
95-th Percentile 3
Maximum 23670
Range 23767.4242
IQR 5.5903

Descriptive Statistics

Mean 773.8803
Standard Deviation 4156.3052
Variance 1.7275e+07
Sum 2.7109e+06
Skewness 4.7662
Kurtosis 21.12
Coefficient of Variation 5.3707
  • bluetooth_level is not normally distributed (p-value 4.27628077325404e-25)
  • bluetooth_level has 281 outliers

dark_duration_in_hours

numerical

Approximate Distinct Count 1260
Approximate Unique (%) 40.3%
Missing 750
Missing (%) 19.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 50032
Mean 10.4523
Minimum 1
Maximum 29.03
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • dark_duration_in_hours is skewed right (γ1 = 0.2438)

Quantile Statistics

Minimum 1
5-th Percentile 1.663
Q1 5.61
Median 10.23
Q3 14.8
95-th Percentile 19.96
Maximum 29.03
Range 28.03
IQR 9.19

Descriptive Statistics

Mean 10.4523
Standard Deviation 5.7961
Variance 33.5947
Sum 32684.19
Skewness 0.2438
Kurtosis -0.6766
Coefficient of Variation 0.5545
  • dark_duration_in_hours is not normally distributed (p-value 2.7917391124897133e-06)
  • dark_duration_in_hours has 2 outliers

phonecharge_duration_in_hours

numerical

Approximate Distinct Count 890
Approximate Unique (%) 32.8%
Missing 1160
Missing (%) 29.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 43472
Mean 6.4995
Minimum 1
Maximum 26.54
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • phonecharge_duration_in_hours is skewed right (γ1 = 0.514)

Quantile Statistics

Minimum 1
5-th Percentile 1.24
Q1 3.43
Median 6.84
Q3 8.8
95-th Percentile 12.06
Maximum 26.54
Range 25.54
IQR 5.37

Descriptive Statistics

Mean 6.4995
Standard Deviation 3.4981
Variance 12.2364
Sum 17659.08
Skewness 0.514
Kurtosis 0.8315
Coefficient of Variation 0.5382
  • phonecharge_duration_in_hours has 16 outliers

phonelock_duration_in_hours

numerical

Approximate Distinct Count 1397
Approximate Unique (%) 42.2%
Missing 564
Missing (%) 14.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 53008
Mean 12.1404
Minimum 1
Maximum 29.29
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • phonelock_duration_in_hours is skewed right (γ1 = 0.1585)

Quantile Statistics

Minimum 1
5-th Percentile 2.38
Q1 7.14
Median 11.63
Q3 17.31
95-th Percentile 22.614
Maximum 29.29
Range 28.29
IQR 10.17

Descriptive Statistics

Mean 12.1404
Standard Deviation 6.3354
Variance 40.1368
Sum 40221.3
Skewness 0.1585
Kurtosis -0.8885
Coefficient of Variation 0.5218

wifi_level

numerical

Approximate Distinct Count 2094
Approximate Unique (%) 57.4%
Missing 230
Missing (%) 5.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 58352
Mean -80.5518
Minimum -90.6289
Maximum -49.2987
Zeros 0
Zeros (%) 0.0%
Negatives 3647
Negatives (%) 94.1%
  • wifi_level is skewed right (γ1 = 1.9585)

Quantile Statistics

Minimum -90.6289
5-th Percentile -84.9011
Q1 -82.6599
Median -81.1411
Q3 -79.3868
95-th Percentile -73.6304
Maximum -49.2987
Range 41.3302
IQR 3.273

Descriptive Statistics

Mean -80.5518
Standard Deviation 3.6285
Variance 13.1661
Sum -293772.455
Skewness 1.9585
Kurtosis 8.5338
Coefficient of Variation -0.04505
  • wifi_level is not normally distributed (p-value 1.6944720069148293e-08)
  • wifi_level has 243 outliers

CALLS_duration_in_minutes

numerical

Approximate Distinct Count 209
Approximate Unique (%) 5.5%
Missing 100
Missing (%) 2.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 60432
Mean 3.0783
Minimum 0
Maximum 2386.37
Zeros 3374
Zeros (%) 87.0%
Negatives 0
Negatives (%) 0.0%
  • CALLS_duration_in_minutes is skewed right (γ1 = 34.593)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 0
Median 0
Q3 0
95-th Percentile 4.654
Maximum 2386.37
Range 2386.37
IQR 0

Descriptive Statistics

Mean 3.0783
Standard Deviation 67.7807
Variance 4594.2173
Sum 11626.92
Skewness 34.593
Kurtosis 1211.9754
Coefficient of Variation 22.0185
  • CALLS_duration_in_minutes is not normally distributed (p-value 4.229887513148417e-25)
  • CALLS_duration_in_minutes has 403 outliers

dinning_time

categorical

Approximate Distinct Count 2588
Approximate Unique (%) 97.5%
Missing 1222
Missing (%) 31.5%
Memory Size 193815

Length

Mean 8
Standard Deviation 0
Median 8
Minimum 8
Maximum 8

Sample

1st row 12:22:11
2nd row 20:19:18
3rd row 13:21:31
4th row 19:39:28
5th row 12:41:49

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 15930
  • dinning_time contains many words: 2588 words
  • dinning_time has words of constant length

dinning_place

categorical

Approximate Distinct Count 7
Approximate Unique (%) 0.3%
Missing 1222
Missing (%) 31.5%
Memory Size 208187

Length

Mean 13.4132
Standard Deviation 5.4798
Median 11
Minimum 10
Maximum 28

Sample

1st row 53 Commons
2nd row Courtyard Cafe
3rd row Courtyard Cafe
4th row Collis Cafe
5th row Courtyard Cafe

Letter

Count 30683
Lowercase Letter 25127
Space Separator 3577
Uppercase Letter 5556
Dash Punctuation 0
Decimal Number 1352
  • The largest value (cafe) is over 2.41 times larger than the second largest value (53)

meal

categorical

Approximate Distinct Count 4
Approximate Unique (%) 0.2%
Missing 1222
Missing (%) 31.5%
Memory Size 187679

Length

Mean 5.6889
Standard Deviation 1.1119
Median 5
Minimum 5
Maximum 9

Sample

1st row Lunch
2nd row Supper
3rd row Lunch
4th row Supper
5th row Lunch

Letter

Count 15104
Lowercase Letter 12449
Space Separator 0
Uppercase Letter 2655
Dash Punctuation 0
Decimal Number 0

gpa all

numerical

Approximate Distinct Count 19
Approximate Unique (%) 0.7%
Missing 954
Missing (%) 24.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 46768
Mean 3.4432
Minimum 2.4
Maximum 3.947
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • gpa all is skewed left (γ1 = -0.5776)

Quantile Statistics

Minimum 2.4
5-th Percentile 2.815
Q1 3.029
Median 3.505
Q3 3.806
95-th Percentile 3.947
Maximum 3.947
Range 1.547
IQR 0.777

Descriptive Statistics

Mean 3.4432
Standard Deviation 0.4046
Variance 0.1637
Sum 10064.351
Skewness -0.5776
Kurtosis -0.687
Coefficient of Variation 0.1175
  • gpa all is not normally distributed (p-value 7.930212653462082e-08)

gpa 13s

numerical

Approximate Distinct Count 11
Approximate Unique (%) 0.4%
Missing 954
Missing (%) 24.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 46768
Mean 3.5386
Minimum 1
Maximum 4
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • gpa 13s is skewed left (γ1 = -2.4845)

Quantile Statistics

Minimum 1
5-th Percentile 1.7778
Q1 3.3333
Median 3.7778
Q3 3.9167
95-th Percentile 4
Maximum 4
Range 3
IQR 0.5833

Descriptive Statistics

Mean 3.5386
Standard Deviation 0.6223
Variance 0.3872
Sum 10343.3333
Skewness -2.4845
Kurtosis 6.2507
Coefficient of Variation 0.1759
  • gpa 13s is not normally distributed (p-value 7.364171082265028e-12)
  • gpa 13s has 191 outliers

gpa cs 65

categorical

Approximate Distinct Count 5
Approximate Unique (%) 0.2%
Missing 954
Missing (%) 24.6%
Memory Size 206364
  • The largest value (4.0) is over 2.69 times larger than the second largest value (3.666666667)

Length

Mean 5.6001
Standard Deviation 3.7477
Median 3
Minimum 3
Maximum 11

Sample

1st row 3.0
2nd row 3.0
3rd row 3.0
4th row 3.0
5th row 3.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 13446
  • The top 2 categories (4.0, 3.666666667) take over 50.0%
  • The largest value (40) is over 2.69 times larger than the second largest value (3666666667)

piazza_days_online

numerical

Approximate Distinct Count 29
Approximate Unique (%) 0.7%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 44.3776
Minimum 0
Maximum 82
Zeros 67
Zeros (%) 1.7%
Negatives 0
Negatives (%) 0.0%
  • piazza_days_online is skewed left (γ1 = -0.0506)

Quantile Statistics

Minimum 0
5-th Percentile 13
Q1 30
Median 42
Q3 58
95-th Percentile 70
Maximum 82
Range 82
IQR 28

Descriptive Statistics

Mean 44.3776
Standard Deviation 18.5648
Variance 344.651
Sum 172052
Skewness -0.05064
Kurtosis -0.3986
Coefficient of Variation 0.4183
  • piazza_days_online is not normally distributed (p-value 0.00024021991617105798)

piazza_views

numerical

Approximate Distinct Count 30
Approximate Unique (%) 0.8%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 222.4738
Minimum 0
Maximum 322
Zeros 67
Zeros (%) 1.7%
Negatives 0
Negatives (%) 0.0%
  • piazza_views is skewed left (γ1 = -0.8531)

Quantile Statistics

Minimum 0
5-th Percentile 33
Q1 162
Median 259
Q3 299
95-th Percentile 302
Maximum 322
Range 322
IQR 137

Descriptive Statistics

Mean 222.4738
Standard Deviation 88.9448
Variance 7911.1756
Sum 862531
Skewness -0.8531
Kurtosis -0.4766
Coefficient of Variation 0.3998
  • piazza_views is not normally distributed (p-value 8.628322763061529e-20)

piazza_contributions

numerical

Approximate Distinct Count 19
Approximate Unique (%) 0.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 13.5182
Minimum 0
Maximum 144
Zeros 621
Zeros (%) 16.0%
Negatives 0
Negatives (%) 0.0%
  • piazza_contributions is skewed right (γ1 = 4.646)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 1
Median 7
Q3 20
95-th Percentile 28
Maximum 144
Range 144
IQR 19

Descriptive Statistics

Mean 13.5182
Standard Deviation 20.2068
Variance 408.3158
Sum 52410
Skewness 4.646
Kurtosis 27.1979
Coefficient of Variation 1.4948
  • piazza_contributions is not normally distributed (p-value 5.414974562709452e-15)
  • piazza_contributions has 67 outliers

piazza_questions

categorical

Approximate Distinct Count 9
Approximate Unique (%) 0.2%
Missing 0
Missing (%) 0.0%
Memory Size 264226
  • The largest value (0.0) is over 1.66 times larger than the second largest value (1.0)

Length

Mean 3.1522
Standard Deviation 0.3592
Median 3
Minimum 3
Maximum 4

Sample

1st row 0.0
2nd row 0.0
3rd row 0.0
4th row 0.0
5th row 0.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 8344
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 1.66 times larger than the second largest value (10)

piazza_notes

categorical

Approximate Distinct Count 7
Approximate Unique (%) 0.2%
Missing 0
Missing (%) 0.0%
Memory Size 263703
  • The largest value (0.0) is over 6.95 times larger than the second largest value (1.0)

Length

Mean 3.0173
Standard Deviation 0.1303
Median 3
Minimum 3
Maximum 4

Sample

1st row 67.0
2nd row 67.0
3rd row 67.0
4th row 67.0
5th row 67.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 7821
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 6.95 times larger than the second largest value (10)

piazza_answers

categorical

Approximate Distinct Count 7
Approximate Unique (%) 0.2%
Missing 0
Missing (%) 0.0%
Memory Size 263770
  • The largest value (0.0) is over 2.83 times larger than the second largest value (1.0)

Length

Mean 3.0346
Standard Deviation 0.1827
Median 3
Minimum 3
Maximum 4

Sample

1st row 22.0
2nd row 22.0
3rd row 22.0
4th row 22.0
5th row 22.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 7888
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • The largest value (00) is over 2.83 times larger than the second largest value (10)

sms_count

numerical

Approximate Distinct Count 105
Approximate Unique (%) 2.9%
Missing 254
Missing (%) 6.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 57968
Mean 28.1079
Minimum 1
Maximum 3252
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • sms_count is skewed right (γ1 = 43.0928)

Quantile Statistics

Minimum 1
5-th Percentile 11
Q1 24
Median 24
Q3 24
95-th Percentile 52
Maximum 3252
Range 3251
IQR 0

Descriptive Statistics

Mean 28.1079
Standard Deviation 60.6375
Variance 3676.9052
Sum 101835
Skewness 43.0928
Kurtosis 2219.3753
Coefficient of Variation 2.1573
  • sms_count is not normally distributed (p-value 4.355789212478579e-25)
  • sms_count has 1108 outliers

label_fsScore

numerical

Approximate Distinct Count 23
Approximate Unique (%) 0.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 43.3678
Minimum 16
Maximum 56
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_fsScore is skewed left (γ1 = -0.6624)

Quantile Statistics

Minimum 16
5-th Percentile 28
Q1 39
Median 44
Q3 49
95-th Percentile 56
Maximum 56
Range 40
IQR 10

Descriptive Statistics

Mean 43.3678
Standard Deviation 8.6236
Variance 74.3673
Sum 168137
Skewness -0.6624
Kurtosis 0.3633
Coefficient of Variation 0.1988
  • label_fsScore is not normally distributed (p-value 0.001956689634893921)
  • label_fsScore has 119 outliers

label_panas_PA

numerical

Approximate Distinct Count 20
Approximate Unique (%) 0.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 30.2711
Minimum 16
Maximum 43
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_panas_PA is skewed left (γ1 = -0.3266)

Quantile Statistics

Minimum 16
5-th Percentile 17
Q1 26
Median 32
Q3 34
95-th Percentile 41
Maximum 43
Range 27
IQR 8

Descriptive Statistics

Mean 30.2711
Standard Deviation 6.7164
Variance 45.1099
Sum 117361
Skewness -0.3266
Kurtosis -0.4012
Coefficient of Variation 0.2219
  • label_panas_PA is not normally distributed (p-value 6.487097109943028e-15)

label_panas_NA

numerical

Approximate Distinct Count 21
Approximate Unique (%) 0.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 20.4818
Minimum 11
Maximum 39
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_panas_NA is skewed right (γ1 = 0.8279)

Quantile Statistics

Minimum 11
5-th Percentile 12
Q1 15
Median 19
Q3 25
95-th Percentile 37
Maximum 39
Range 28
IQR 10

Descriptive Statistics

Mean 20.4818
Standard Deviation 6.9183
Variance 47.8622
Sum 79408
Skewness 0.8279
Kurtosis 0.02758
Coefficient of Variation 0.3378
  • label_panas_NA is not normally distributed (p-value 5.234944618782707e-06)

label_extraversion

numerical

Approximate Distinct Count 18
Approximate Unique (%) 0.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 23.7129
Minimum 12
Maximum 35
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_extraversion is skewed right (γ1 = 0.0804)

Quantile Statistics

Minimum 12
5-th Percentile 15
Q1 18
Median 25
Q3 28
95-th Percentile 35
Maximum 35
Range 23
IQR 10

Descriptive Statistics

Mean 23.7129
Standard Deviation 5.8863
Variance 34.6485
Sum 91935
Skewness 0.08042
Kurtosis -0.8399
Coefficient of Variation 0.2482
  • label_extraversion is not normally distributed (p-value 0.00013495048247474063)

label_agreeableness

numerical

Approximate Distinct Count 15
Approximate Unique (%) 0.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 32.5551
Minimum 12
Maximum 43
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_agreeableness is skewed left (γ1 = -1.4244)

Quantile Statistics

Minimum 12
5-th Percentile 26
Q1 30
Median 33
Q3 37
95-th Percentile 39
Maximum 43
Range 31
IQR 7

Descriptive Statistics

Mean 32.5551
Standard Deviation 6.4035
Variance 41.0045
Sum 126216
Skewness -1.4244
Kurtosis 2.8547
Coefficient of Variation 0.1967
  • label_agreeableness is not normally distributed (p-value 3.0876680908116653e-06)
  • label_agreeableness has 193 outliers

label_conscientiousness

numerical

Approximate Distinct Count 17
Approximate Unique (%) 0.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 31.4586
Minimum 21
Maximum 45
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_conscientiousness is skewed right (γ1 = 0.5034)

Quantile Statistics

Minimum 21
5-th Percentile 24
Q1 26
Median 30
Q3 35
95-th Percentile 41
Maximum 45
Range 24
IQR 9

Descriptive Statistics

Mean 31.4586
Standard Deviation 6.1352
Variance 37.6405
Sum 121965
Skewness 0.5034
Kurtosis -0.5768
Coefficient of Variation 0.195
  • label_conscientiousness is not normally distributed (p-value 1.1814663446910395e-05)

label_neuroticism

numerical

Approximate Distinct Count 19
Approximate Unique (%) 0.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 24.0482
Minimum 12
Maximum 38
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_neuroticism is skewed right (γ1 = 0.3773)

Quantile Statistics

Minimum 12
5-th Percentile 16
Q1 18
Median 24
Q3 30
95-th Percentile 37
Maximum 38
Range 26
IQR 12

Descriptive Statistics

Mean 24.0482
Standard Deviation 6.9366
Variance 48.1161
Sum 93235
Skewness 0.3773
Kurtosis -0.8311
Coefficient of Variation 0.2884
  • label_neuroticism is not normally distributed (p-value 0.00022402852233130378)

label_openness

numerical

Approximate Distinct Count 16
Approximate Unique (%) 0.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 35.8169
Minimum 27
Maximum 46
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_openness is skewed right (γ1 = 0.3492)

Quantile Statistics

Minimum 27
5-th Percentile 29
Q1 32
Median 36
Q3 38
95-th Percentile 45
Maximum 46
Range 19
IQR 6

Descriptive Statistics

Mean 35.8169
Standard Deviation 4.8336
Variance 23.3638
Sum 138862
Skewness 0.3492
Kurtosis -0.522
Coefficient of Variation 0.135
  • label_openness is not normally distributed (p-value 8.636504868577008e-07)

label_loneliness

numerical

Approximate Distinct Count 21
Approximate Unique (%) 0.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 40.593
Minimum 26
Maximum 62
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_loneliness is skewed right (γ1 = 0.3528)

Quantile Statistics

Minimum 26
5-th Percentile 26
Q1 30
Median 40
Q3 51
95-th Percentile 61
Maximum 62
Range 36
IQR 21

Descriptive Statistics

Mean 40.593
Standard Deviation 11.1374
Variance 124.0422
Sum 157379
Skewness 0.3528
Kurtosis -1.0547
Coefficient of Variation 0.2744
  • label_loneliness is not normally distributed (p-value 0.0005012068508931972)

label_pss_score

numerical

Approximate Distinct Count 21
Approximate Unique (%) 0.5%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 17.9464
Minimum 8
Maximum 34
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • label_pss_score is skewed right (γ1 = 0.6528)

Quantile Statistics

Minimum 8
5-th Percentile 8
Q1 13
Median 17
Q3 22
95-th Percentile 29
Maximum 34
Range 26
IQR 9

Descriptive Statistics

Mean 17.9464
Standard Deviation 6.4158
Variance 41.1628
Sum 69578
Skewness 0.6528
Kurtosis -0.1897
Coefficient of Variation 0.3575
  • label_pss_score is not normally distributed (p-value 0.0003221521820442764)

label_phq_score

numerical

Approximate Distinct Count 15
Approximate Unique (%) 0.4%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 62032
Mean 5.9113
Minimum 0
Maximum 25
Zeros 369
Zeros (%) 9.5%
Negatives 0
Negatives (%) 0.0%
  • label_phq_score is skewed right (γ1 = 1.822)

Quantile Statistics

Minimum 0
5-th Percentile 0
Q1 2
Median 4
Q3 8
95-th Percentile 18
Maximum 25
Range 25
IQR 6

Descriptive Statistics

Mean 5.9113
Standard Deviation 5.421
Variance 29.3874
Sum 22918
Skewness 1.822
Kurtosis 3.6334
Coefficient of Variation 0.9171
  • label_phq_score is not normally distributed (p-value 8.185579170702586e-09)
  • label_phq_score has 248 outliers

Interactions

Correlations

Missing Values